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As part of the Freedom of Information Act (FOIA), Fred Trotter requested physician "referral" data. This repo uses the within 30-day "referral" data from Medicare in 2012.

The goal is to merge the dataset with the National Plan & Provider Enumeration System (NPPES) dataset, as well as other useful open health data resources for a social network analysis.

A JSON file is created to visualize the data in D3; a delimited file is created to do analysis in Gephi, an open source social network analysis software; and an adjacency matrix is created to perform more sophisticated analysis using machine learning algorithms.

  1. Generate subset of interest 1_generate_subset.py

  2. Construct adjacency matrix for 1. 2_adjacency_matrix.py

  3. Compute social network metrics & other domain-specific variables (e.g. specialty, provider type)

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Analyze the 2012 DocGraph 30-Day dataset using social network analysis and machine learning algorithms.

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